Yelp Business Reviews for

Chicago Downtown Area in

EdgeDB

Author: Atef Bader, PhD

**Last Edit: 5/19/2024**

Revised by Tom Miller, 2/19/2023

Revised by Edward Arroyo, 5/18/2024

Assignment Objectives:

• Use the YelpAPI Package to collect Yelp data (Businesses and Reviews) for Chicago downtown area
• Use a Google Maps API tool to obtain latitude and longitude coordinates from street addresses (reverse geocoding)
• Use EdgeDB to create the Graph-Relational Data Model for Yelp data (Businesses and Reviews); this involves using the EdgeDB Schema Definition Language
• Use EdgeDB with EdgeQL queries

---

Deliverables:

You are required to submit three files with the naming convention LastName_Assignment_8 :

1. IPYNB Script: This is your original notebook file ( LastName_Assignment_8.ipynb ).

2. HTML Document: This file must include all the source code you have written along with its output. This should include your source code and output. Follow these steps to generate the HTML file:

   • After completing your work in the Jupyter Notebook, go to the menu bar at the top.

   • Click on File, then hover over Download as.

   • Select HTML (.html)

   • Save the file with the appropriate naming convention ( LastName_Assignment_8.html ).

   • Ensure all code and outputs are properly displayed in the HTML document.

3. MP4 Video Recording: A live demo recording lasting between 5 and 10 minutes.

Note: You are required to provide your code and its output immediately following each requirement for this assignment.

General Assignment Instructions:

• Set up your working directory on your personal computer.

• Download the assignment notebook: Chicago-Yelp-Reviews.ipynb to your working directory.

• Install EdgeDB on your personal development computer by following the instructions at: https://www.edgedb.com/docs/intro/quickstart.

• Create your Yelp API Key from the Yelp website.

• Create a Google Developer Account and obtain your geocoder.ApiKey for Google Maps.

• Navigate to your working directory from a console/terminal window.

• Execute EdgeDB commands from the console/terminal window to set up your EdgeDB database. Refer to the "EdgeDB Development & Build Instructions" section below for detailed steps.

• Run the provided Python script on your personal development computer to populate the EdgeDB database and perform analyses.

---

EdgeDB Development & Build Instructions:

• From the assignment directory (containing Chicago-Yelp-Reviews.ipynb), execute the following commands to set up the EdgeDB database project and the database schema for the assignment:
  • To see where the EdgeDB system files are located, use:
    • edgedb info
  • Ensure that the following files are in your working directory:
    • dbschema/default.esdl
    • edgedb.toml
  • To initialize the database project, use:
    • edgedb project init
  • To verify that the project has been defined in the active working directory, use:
    • edgedb project info
  • To prepare for populating the database and running queries against it, use:
    • edgedb migration create
    • edgedb migrate
  • Note that there will now be a dbschema/migrations subdirectory containing a query file with the .edgeql extension, for example:
    • 00001.edgeql
  • To check information about the database structure you have defined, use:
    • edgedb list types
  • To explore the unpopulated database structure with a graphical user interface (GUI) (and later to explore the populated EdgeDB database), use:
    • edgedb ui
  • If you need help with the EdgeDB Command Line Interface (CLI), use:
    • edgedb help

Configure Instance Authentication via EdgeDB UI:

• After exploring the EdgeDB UI, open the REPL within the UI to execute configuration commands:
  • In the EdgeDB UI, find and open the "REPL" or "Console" to access the command interface.
  • Paste and execute the following EdgeQL command to configure instance authentication for passwordless access:

    edgeql
    configure instance insert Auth {
        # Human-oriented comment helps figuring out
        # what authentication methods have been setup
        # and makes it easier to identify them.
        comment := 'passwordless access',
        priority := 1,
        method := (insert Trust),
    };
    

  • This command sets up an authentication method allowing passwordless access, useful for development environments or specific secure contexts. Ensure this configuration aligns with your security and operational policies.

---

Online Educational Resources and References

The following is a list of available Online Education Resources and References for EdgeDB, Graph Databses, and Yelp graph data model. Some of the refernces are discussed within the context of Neo4J graph database, however, please note that this assignment requires the use of EdgeDB

• Graph Data Modeling Tips & Tricks

• https://www.youtube.com/watch?v=eAbPgyouAE4

• Predicting Influence and Communities Using Graph Algorithms

• https://www.youtube.com/watch?v=MTnozZ5Cy0E

• Exploring Yelp with Graph Algorithms (Neo4j Online Meetup #45)

• https://www.youtube.com/watch?v=7f2Tdn94JhY&t=1105s

• Yelp Data Analysis [Part 1]

• https://www.youtube.com/watch?v=3KX41CaJVpY

• Graph Algorithms: Practical Examples in Apache Spark & Neo4j

• https://neo4j.com/press-releases/new-oreilly-graph-algorithms-book/

---

EdgeDB

• Download EdgeDB to your laptop
• Getting Started with EdgeDB
• Quick Start with Quickstart
• Data modeling in EdgeDB Data Model
• EdgeDB’s Schema Definition Language ESDL

The three major platofrms are supported:

1. Windows
2. MacOS
3. Linux

EdgeDB instance

• A quickstart tutorial will walk you through the entire process of creating a simple EdgeDB-powered application Quick Start Tutorial

• Make sure to initialize your EdgeDB project from your current project directory and type from the terminal/command prompt the following command:

• edgedb project init

EdgeDB Migration

• After you update your default.esdl in your current project dbschema directory, execute from the terminal/command prompt the following commands in the sequence listed below:
• edgedb migration create
• edgedb migrate

EdgeDB Instance Destroy

• Once your are done coding/testing, you could get a list of EdgeDB instance names and destroy/kill them using the following commands:
• edgedb instance list
• edgedb instance destroy -I "your_instance_name" --force

EdgeDB UI

• You can use the EdgeDB UI, the admin dashboard baked into every EdgeDB instance when you are instrumenting with your queries and requirements

• Type the following command from a terminal/window to start the edgedb ui in a browser:

• edgedb ui

EdgeQL

• https://www.edgedb.com/docs/edgeql/index

---

EdgeDB Python Driver (ensure that this has been installed in Anaconda/Conda virtual environment that is currently active)

• Install the package (https://www.edgedb.com/docs/clients/python/installation#edgedb-python-installation )

• pip install edgedb

• Examples:

  • Basic Usage : ( https://www.edgedb.com/docs/clients/python/usage)
  • AsyncIO API: (https://www.edgedb.com/docs/clients/python/api/asyncio_client#edgedb-python-asyncio-api-reference)
  • Blocking API: (https://www.edgedb.com/docs/clients/python/api/blocking_client#edgedb-python-blocking-api-reference)

---

Yelp

• To get an idea about Yelp Fusion API and Yelp's GraphQL API, go to this URL : FAQ

• Yelp Fusion API can let you get data about different Businesses and their Reviews EdgeDB

• The graph data model has been discussed in Chapter 7 of in this book __ Graph Algorithms — Practical Examples in Apache Spark & Neo4J.

• However, in this Assignment we want to use Community Areas to track businesses and their reviews

---

Yelp Datasets (Businesses and Reviews) are documented in detail at the following URL:

• https://www.yelp.com/dataset/documentation/main

Please note that we will use their YELP Fusion API rather than their online datasets for the purposes of this project, however, we have access to the same data fields/properties

---

Here is the official URL for Yelp Fusion API docs:

• https://docs.developer.yelp.com/docs/fusion-intro
• https://docs.developer.yelp.com/reference/v3_business_search

---

Use Yelp Fusion API to search for:

• Businesses:

  • https://docs.developer.yelp.com/reference/v3_business_search

• Reviews:

  • https://www.yelp.com/developers/documentation/v3/business_reviews

• Location:

  • Please make a note of the following "Businesses returned in the response may not be strictly within the specified location" in the highlighted text of Yelp API business_seach documentation for location
  
  
  

---

Yelp Reviews for Chicago Businesses

We are interested to collect data about Chicago businesses and their Reviews from Yelp.

Currently the API give back 3 reviews for every business using the business_reviews endpoint, but we have the average stars rating and counts of the reviews for every business given in the business_search endpoint.

Why use Yelp data?

Imagine you are visiting Chicago for the first time and you like to get an idea about popular restaurants that serve Chicago-Style Food?

• Chicago Style Hotdogs
• Chicago Style Pizza

---

Nature of Collected Data and Dirty Data

When you construct your Data Model in EdgeDB and use EdgeDB UI to explore the populated data, please make a note of the following

• Chain restaurants like McDonalds might appear multiple times as a business, however, the street address and Latitude/Longitude pairs MUST be different
• If you get TWO or MORE businesses in the SAME Address, it is due to the fact that one business is still open in that address, however, the other business names show those businesses are closed currently and they used to occupy that same address before
• Not all Latitude/Longitude pairs are mapped correctly to their perspective community areas and that is due to the fact the Google Geocoder/reverse lookup couldn't find the correct community area and it maps/defaults the community area name to "Chicago"

---

Create your API Key:

Here are the URLs for the developer API in order to generate your App Key

• https://docs.developer.yelp.com/docs/fusion-intro
• https://www.yelp.com/developers/v3/manage_app

---

Here are the URLs for Yelp Fusion API and YelpAPI package:

Here are the URLs for the Yelp Fusion API and YelpAPI Package:

• Get started with the Yelp Fusion API

  • https://docs.developer.yelp.com/docs/fusion-intro

• Extensive list of search parameters using Endpoint /businesses/search

  • https://www.yelp.com/developers/documentation/v3/business_search

• Example how to use Yelp Fusion API Endpoint

  • https://github.com/Yelp/yelp-fusion/blob/master/fusion/python/sample.py

• Example how to use YelpAPI Package Endpoint

  • https://github.com/lanl/yelpapi/
  • https://www.yelp.com/developers/documentation/v3/business_search

---

Important Note:

• You are free to use either Yelp Fusion API or YelpAPI Package

• This script uses Yelp Fusion API

---

Make a note of the following restrictions:

• The API limit ,which is optional, can be used to specify the number of business results to return. By default, it will return 20. Maximum is 50.
• You have 5000 Yelp-API calls per day
• https://www.yelp.com/developers/documentation/v3/rate_limiting

Chicago Community Areas

We are interested in the community areas of downtown chicago:

• Chicago Loop
• West Town
• Near North Side Chicago
• Near South Side Chicago
• Near West Side Chicago

You can see the official list for the Boundaries of different Community Areas at the following URL:

• https://data.cityofchicago.org/Facilities-Geographic-Boundaries/Boundaries-Community-Areas-current-/cauq-8yn6

---

Google Developer Account

• You need to have a Google Developer account and Geocoder API key in order to do reverse lookup latitiude/logitude to cross-reference Address/Zip-Code/Community Area
• Create Google Developer Account and get your geocoder.ApiKey from the following URL:

https://developers.google.com/maps/documentation/geocoding/get-api-key

• Add your geocoder.ApiKey = "ADD-YOUR-API-KEY-HERE"
• Use the latitude and longitude in geocoder.GeocodingReverse to find the zip-code
• Docuemntation about the Geocoder here: (https://geocoder.readthedocs.io/providers/Google.html#geocoding)

---

from pprint import pprint

yelp_api_key = 'YQgkRladoP6mmUqZkbPOP4w5BGVQZayzcThTd-AkoCP8o0oX1imeToUxWbHyoPDyLpF6x6KqdZC734loWBWKG8wWI2Z7QLRoWa2v1CMPB77WjVBXVnZK9yT6zrhLZnYx'

import datetime
import edgedb
import time
import warnings
warnings.filterwarnings('ignore')

Please note that yelp limits the number businesses retruned to 50 so we need to spin through a loop to retrieve the maximum number that we can get from Yelp; the limit is 1000 businesses. And you are also limited to 5000 API calls per day.

The API business search docymentation is available at the following URL: https://www.yelp.com/developers/documentation/v3/business_search

Make a note of the following documentations copied from Yelp API for parameters limit and total:

• limit : The default number of business results to return is 20 and the Maximum limit can be set is 50.
• total : Total number of business Yelp finds based on the search criteria. Sometimes, the value may exceed 1000. In such case, you still can only get up to 1000 businesses. total may be limited to 40 for non-default sorts such as "distance" and "review_count".

Read the following question/amswer copied from (https://www.yelp.com/developers/faq) to see how to get the 1000 businesses:

How do I get more than 50 results per request and how to get more than 1000 businesses?

• The API can only return up to 1,000 results at this time. The API doesn't allow more than 50 per request. You need to use the offset parameter to get the next page of results. (For using offset, give it any number. If you have limit=50, that means you're getting results 1-50, so give it offset=51 and you'll get 51-100.)

---

Business Categories

There are certain categories that are recognized by Yelp and accordingly index their reviews.

Visit the following URL to see the list:

• https://docs.developer.yelp.com/docs/resources-categories
• https://docs.developer.yelp.com/reference/v3_all_categories

For Chicago Businesses, we will collect businesses in the following categories

• Restaurants
• Entertainment
• Nightlife

import pandas as pd

df__business_reviews = pd.DataFrame()

list__business_reviews_documents = []

Chicago Downtown Neighborhoods and Zip-Codes

• The following zip codes for Chicago downtown area and neighborhoods
• Visit the following website for complete list of Chicago zip-codes for Chicago downtown area

(https://www.seechicagorealestate.com/chicago-zip-codes-by-neighborhood.php)

---

• The following URL has the complete list of the 77 Community Areas for the City of Chicago

( https://en.wikipedia.org/wiki/Community_areas_in_Chicago )

---

import requests
import json
import http.client
from urllib.parse import urlencode

chicago_downtown_zipcodes = ['60601', '60602', '60603', '60604', '60605', '60606', '60607', '60608', '60610', '60612', '60614', '60616', '60543']
list__business_reviews_documents = []
df__business_reviews = pd.DataFrame()

for zip_code in chicago_downtown_zipcodes:
    # Once you are done with your unit-testing change the range from 2 to 20 in the loop
    for x in range(2):
        conn = http.client.HTTPSConnection("api.yelp.com")

        headers = {
            'Accept': "application/json",
            'Authorization': f"Bearer {yelp_api_key}"
        }

        params = urlencode({
            'categories': 'restaurants,entertainment,nightlife',
            'location': zip_code,
            'sort_by': 'rating',
            'limit': 50,
            'offset': x * 50
        })

        conn.request("GET", f"/v3/businesses/search?{params}", headers=headers)

        res = conn.getresponse()
        data = res.read()
        
        # Decode the byte data to a string
        data = data.decode('utf-8')
        
        # Parse the JSON data
        json_data = json.loads(data)
        
        # Create a DataFrame from the 'businesses' key in the JSON data
        result_df = pd.DataFrame(json_data['businesses'])
        
        # Concatenate with the existing DataFrame
        df__business_reviews = pd.concat([result_df, df__business_reviews], axis=0, ignore_index=True)

        for review in json_data['businesses']:
            if review['location']['city'] == 'Chicago' and review['location']['zip_code'] in chicago_downtown_zipcodes:
                chicago_downtown_business_reviews = {  
                    "collection": "chicago_yelp_reviews",
                    "type": "yelp_review",
                    "id": review['id'],
                    "source": review
                }
                list__business_reviews_documents.append(chicago_downtown_business_reviews)

df__business_reviews.tail()

	id	alias	name	image_url	is_closed	url	review_count	categories	rating	coordinates	transactions	location	phone	display_phone	distance	attributes	price
1295	vPIkqkIPKYytUfe8MPqANA	tacos-don-berto-chicago	Tacos Don Berto	https://s3-media4.fl.yelpcdn.com/bphoto/CAgYBR...	False	https://www.yelp.com/biz/tacos-don-berto-chica...	4	[{'alias': 'mexican', 'title': 'Mexican'}]	4.8	{'latitude': 41.889815, 'longitude': -87.631263}	[delivery, pickup]	{'address1': '418 N Clark St', 'address2': '',...			853.290830	{'business_temp_closed': None, 'menu_url': 'ht...	NaN
1296	XYqLd6fGwdBisNm5xu01Xw	auntie-annes-chicago-22	Auntie Anne's	https://s3-media2.fl.yelpcdn.com/bphoto/hmnMeN...	False	https://www.yelp.com/biz/auntie-annes-chicago-...	3	[{'alias': 'pretzels', 'title': 'Pretzels'}, {...	5.0	{'latitude': 41.88437653115387, 'longitude': -...	[delivery, pickup]	{'address1': '151 N. Michigan Ave.', 'address2...	+13129293844	(312) 929-3844	122.465706	{'business_temp_closed': None, 'menu_url': 'ht...	NaN
1297	p_tOKdAg5rlyVYRCkmVPCA	chicken-planet-chicago-2	Chicken Planet	https://s3-media3.fl.yelpcdn.com/bphoto/SX9dtW...	False	https://www.yelp.com/biz/chicken-planet-chicag...	210	[{'alias': 'chickenshop', 'title': 'Chicken Sh...	4.5	{'latitude': 41.876749, 'longitude': -87.633383}	[delivery, pickup]	{'address1': '177 W Van Buren St', 'address2':...	+13123601409	(312) 360-1409	1224.523965	{'business_temp_closed': None, 'menu_url': Non...	$
1298	7T_5XiktNAS_YfIgQmZVhQ	jay-pritzker-pavilion-chicago	Jay Pritzker Pavilion	https://s3-media1.fl.yelpcdn.com/bphoto/ZCBwTu...	False	https://www.yelp.com/biz/jay-pritzker-pavilion...	153	[{'alias': 'musicvenues', 'title': 'Music Venu...	4.5	{'latitude': 41.88319597924114, 'longitude': -...	[]	{'address1': '201 E Randolph St', 'address2': ...	+13127421168	(312) 742-1168	226.840373	{'business_temp_closed': None, 'open24_hours':...	$
1299	-zOMUZZwGIu2ttWdTrqGUw	the-m-room-chicago	The M Room	https://s3-media3.fl.yelpcdn.com/bphoto/CUW-0I...	False	https://www.yelp.com/biz/the-m-room-chicago?ad...	17	[{'alias': 'whiskeybars', 'title': 'Whiskey Ba...	4.5	{'latitude': 41.890509, 'longitude': -87.631271}	[]	{'address1': '450 N Clark St', 'address2': Non...	+13122241650	(312) 224-1650	900.305780	{'business_temp_closed': None, 'menu_url': 'ht...	NaN

df__business_reviews.describe()

	review_count	rating	distance
count	1300.000000	1300.000000	1300.000000
mean	211.563846	4.588769	3001.717468
std	737.880472	0.307810	4889.729339
min	0.000000	0.000000	44.597794
25%	13.000000	4.400000	760.102123
50%	51.000000	4.600000	1604.522871
75%	167.000000	4.800000	2892.896114
max	10086.000000	5.000000	68834.803991

Chicago-Style Food

Chicago is renowned for its Chicago-style deep-dish pizza, and you can learn more about the origins of this term by reading the Chicago Tribune article available at this link. However, Chicago's culinary fame doesn't stop there; the city is also known for its Chicago-style hot dogs, which you can read about on Wikipedia.

Visitors to Chicago often seek to experience these two iconic dishes that bear the city's culinary signature:

• Pizza
• Hot Dogs

For illustration purposes, let's consider the following two famous restaurants in downtown Chicago:

• Portillo's - Known for Chicago-Style Hot Dogs
• Giordano's - Renowned for Chicago-Style Pizza

Note 1: Some business names may appear multiple times, which could lead to the mistaken belief that the dataset contains redundant entries. However, this is not the case, as a restaurant chain might use the same business name for different locations, a detail that is captured under the alias field.

Here is an example for Potbelly Sandwich Shop:

• 'alias': 'potbelly-sandwich-shop-chicago-25'

• 'name': 'Potbelly Sandwich Shop'

• 'alias': 'potbelly-sandwich-shop-chicago-10'

• 'name': 'Potbelly Sandwich Shop'

Note 2: Yelp reviews may refer to business names with or without an s at the end. For example, you might see reviews mentioning the business names either as "Portillo's" or "Portillo" and "Giordano's" or "Giordano".

df__business_reviews.name.value_counts()

name
Poke Poké                           12
Trickery                            10
Snix Snacks                          9
Drunk Shakespeare - Chicago          9
Happy Monday Coffee - Loop           9
                                    ..
Heritage Restaurant & Caviar Bar     1
Nettare                              1
Typica Diner & Cafe Taylor St        1
Modern Relish                        1
La Grande Boucherie                  1
Name: count, Length: 677, dtype: int64

print(len(list__business_reviews_documents))
pprint(list__business_reviews_documents)

784
[{'collection': 'chicago_yelp_reviews',
  'id': 'PdbRfCs6fHZacu6L_5oHnA',
  'source': {'alias': 'bistro-monadnock-chicago',
             'attributes': {'business_temp_closed': None,
                            'menu_url': None,
                            'open24_hours': None,
                            'waitlist_reservation': None},
             'categories': [{'alias': 'french', 'title': 'French'},
                            {'alias': 'cocktailbars',
                             'title': 'Cocktail Bars'}],
             'coordinates': {'latitude': 41.877754, 'longitude': -87.629628},
             'display_phone': '(312) 945-7040',
             'distance': 973.4342715504249,
             'id': 'PdbRfCs6fHZacu6L_5oHnA',
             'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/bjJCGDAX7nYFtPnQiClPcA/o.jpg',
             'is_closed': False,
             'location': {'address1': '325 S Federal St',
                          'address2': None,
                          'address3': '',
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['325 S Federal St',
                                              'Chicago, IL 60604'],
                          'state': 'IL',
                          'zip_code': '60604'},
             'name': 'Bistro Monadnock',
             'phone': '+13129457040',
             'rating': 4.8,
             'review_count': 84,
             'transactions': [],
             'url': 'https://www.yelp.com/biz/bistro-monadnock-chicago?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'},
 {'collection': 'chicago_yelp_reviews',
  'id': 'qEelIw90gAc0szgBAQK7UA',
  'source': {'alias': 'feed-your-head-chicago',
             'attributes': {'business_temp_closed': None,
                            'menu_url': None,
                            'open24_hours': None,
                            'waitlist_reservation': None},
             'categories': [{'alias': 'foodstands', 'title': 'Food Stands'}],
             'coordinates': {'latitude': 41.88806678307603,
                             'longitude': -87.625505654154},
             'display_phone': '(773) 510-2331',
             'distance': 391.875784066536,
             'id': 'qEelIw90gAc0szgBAQK7UA',
             'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/mCor2cFZ3MSDVG48m6ZAUA/o.jpg',
             'is_closed': False,
             'location': {'address1': '65 E Riverwalk S',
                          'address2': '',
                          'address3': '',
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['65 E Riverwalk S',
                                              'Chicago, IL 60601'],
                          'state': 'IL',
                          'zip_code': '60601'},
             'name': 'Feed Your Head',
             'phone': '+17735102331',
             'price': '$$',
             'rating': 4.8,
             'review_count': 10,
             'transactions': [],
             'url': 'https://www.yelp.com/biz/feed-your-head-chicago?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'},
 {'collection': 'chicago_yelp_reviews',
  'id': '_Qgczhbp4M0e742ow1V8Qw',
  'source': {'alias': 'drunk-shakespeare-chicago-chicago-2',
             'attributes': {'business_temp_closed': None,
                            'open24_hours': None,
                            'waitlist_reservation': None},
             'categories': [{'alias': 'theater', 'title': 'Performing Arts'},
                            {'alias': 'comedyclubs', 'title': 'Comedy Clubs'}],
             'coordinates': {'latitude': 41.8853521, 'longitude': -87.6264316},
             'display_phone': '',
             'distance': 259.81635827124245,
             'id': '_Qgczhbp4M0e742ow1V8Qw',
             'image_url': 'https://s3-media4.fl.yelpcdn.com/bphoto/1EZoTEEEkmsapPpjGIzRoA/o.jpg',
             'is_closed': False,
             'location': {'address1': '182 N Wabash Ave',
                          'address2': None,
                          'address3': '',
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['182 N Wabash Ave',
                                              'Chicago, IL 60601'],
                          'state': 'IL',
                          'zip_code': '60601'},
             'name': 'Drunk Shakespeare - Chicago',
             'phone': '',
             'price': '$$',
             'rating': 4.8,
             'review_count': 158,
             'transactions': [],
             'url': 'https://www.yelp.com/biz/drunk-shakespeare-chicago-chicago-2?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'},
 {'collection': 'chicago_yelp_reviews',
  'id': 'fl3-y_U5oJrGLCCW7FN2ow',
  'source': {'alias': 'happy-monday-coffee-loop-chicago',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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 {'collection': 'chicago_yelp_reviews',
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                          'address2': '',
                          'address3': '',
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['1438 W Taylor St',
                                              'Chicago, IL 60607'],
                          'state': 'IL',
                          'zip_code': '60607'},
             'name': 'Conte Di Savoia',
             'phone': '+13126663471',
             'price': '$',
             'rating': 4.5,
             'review_count': 316,
             'transactions': ['pickup', 'delivery'],
             'url': 'https://www.yelp.com/biz/conte-di-savoia-chicago?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'},
 {'collection': 'chicago_yelp_reviews',
  'id': 'W-RuDMN2UwIhrr19sqPppQ',
  'source': {'alias': 'kajiken-chicago',
             'attributes': {'business_temp_closed': None,
                            'menu_url': None,
                            'open24_hours': None,
                            'waitlist_reservation': None},
             'categories': [{'alias': 'japanese', 'title': 'Japanese'}],
             'coordinates': {'latitude': 41.8537, 'longitude': -87.63477},
             'display_phone': '(312) 285-2972',
             'distance': 1105.6581877456194,
             'id': 'W-RuDMN2UwIhrr19sqPppQ',
             'image_url': 'https://s3-media3.fl.yelpcdn.com/bphoto/R7iElRgbwGu4h_pDRGpGMA/o.jpg',
             'is_closed': False,
             'location': {'address1': '2161 S China Pl',
                          'address2': 'Ste a',
                          'address3': '',
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['2161 S China Pl',
                                              'Ste a',
                                              'Chicago, IL 60616'],
                          'state': 'IL',
                          'zip_code': '60616'},
             'name': 'Kajiken',
             'phone': '+13122852972',
             'price': '$$',
             'rating': 4.5,
             'review_count': 87,
             'transactions': ['pickup', 'delivery'],
             'url': 'https://www.yelp.com/biz/kajiken-chicago?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'},
 {'collection': 'chicago_yelp_reviews',
  'id': 'gs34BobPcRAMVrIOVhuQ4A',
  'source': {'alias': 'dos-bros-chicago-3',
             'attributes': {'business_temp_closed': None,
                            'menu_url': 'https://dosbros.com/wp-content/uploads/2020/12/DB-OnlinePrintMenu-201209.pdf',
                            'open24_hours': None,
                            'waitlist_reservation': None},
             'categories': [{'alias': 'tacos', 'title': 'Tacos'},
                            {'alias': 'vegan', 'title': 'Vegan'},
                            {'alias': 'gluten_free', 'title': 'Gluten-Free'}],
             'coordinates': {'latitude': 41.872262, 'longitude': -87.627193},
             'display_phone': '',
             'distance': 2803.614067204643,
             'id': 'gs34BobPcRAMVrIOVhuQ4A',
             'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/iVWU6bjdXwYp0ULp2vGgXg/o.jpg',
             'is_closed': False,
             'location': {'address1': '725 S State St',
                          'address2': '',
                          'address3': None,
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['725 S State St',
                                              'Chicago, IL 60605'],
                          'state': 'IL',
                          'zip_code': '60605'},
             'name': 'Dos Bros',
             'phone': '',
             'rating': 5.0,
             'review_count': 3,
             'transactions': [],
             'url': 'https://www.yelp.com/biz/dos-bros-chicago-3?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'},
 {'collection': 'chicago_yelp_reviews',
  'id': '2ttyBP60LllWpq3LRB6BRg',
  'source': {'alias': 'taqueria-ofrenda-chicago',
             'attributes': {'business_temp_closed': None,
                            'menu_url': None,
                            'open24_hours': None,
                            'waitlist_reservation': None},
             'categories': [{'alias': 'mexican', 'title': 'Mexican'},
                            {'alias': 'breakfast_brunch',
                             'title': 'Breakfast & Brunch'}],
             'coordinates': {'latitude': 41.84348, 'longitude': -87.67499},
             'display_phone': '(773) 727-3376',
             'distance': 4163.895019162484,
             'id': '2ttyBP60LllWpq3LRB6BRg',
             'image_url': 'https://s3-media1.fl.yelpcdn.com/bphoto/T6OAC9DQ2g8nFyamJLMC2g/o.jpg',
             'is_closed': False,
             'location': {'address1': '2639 S Damen Ave',
                          'address2': '',
                          'address3': None,
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['2639 S Damen Ave',
                                              'Chicago, IL 60608'],
                          'state': 'IL',
                          'zip_code': '60608'},
             'name': 'Taqueria Ofrenda',
             'phone': '+17737273376',
             'rating': 5.0,
             'review_count': 3,
             'transactions': ['delivery'],
             'url': 'https://www.yelp.com/biz/taqueria-ofrenda-chicago?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'},
 {'collection': 'chicago_yelp_reviews',
  'id': 'wP6Chw7fbr1uwvipe9a56w',
  'source': {'alias': 'casa-madai-chicago',
             'attributes': {'business_temp_closed': None,
                            'menu_url': 'https://www.casamadai.com/menu',
                            'open24_hours': None,
                            'waitlist_reservation': None},
             'categories': [{'alias': 'sushi', 'title': 'Sushi Bars'}],
             'coordinates': {'latitude': 41.85443738438655,
                             'longitude': -87.65621234326936},
             'display_phone': '(872) 342-2105',
             'distance': 2739.877210658191,
             'id': 'wP6Chw7fbr1uwvipe9a56w',
             'image_url': 'https://s3-media2.fl.yelpcdn.com/bphoto/5UBg_TAOo312nL_uc0XNJg/o.jpg',
             'is_closed': False,
             'location': {'address1': '2023 S Racine Ave',
                          'address2': '',
                          'address3': None,
                          'city': 'Chicago',
                          'country': 'US',
                          'display_address': ['2023 S Racine Ave',
                                              'Chicago, IL 60608'],
                          'state': 'IL',
                          'zip_code': '60608'},
             'name': 'Casa Madai',
             'phone': '+18723422105',
             'rating': 4.8,
             'review_count': 4,
             'transactions': [],
             'url': 'https://www.yelp.com/biz/casa-madai-chicago?adjust_creative=FK0mCmi8nRQDaURCWDAzIA&utm_campaign=yelp_api_v3&utm_medium=api_v3_business_search&utm_source=FK0mCmi8nRQDaURCWDAzIA'},
  'type': 'yelp_review'}]

# The following code  writes the data to a file  in case data needed for debugging purposes
import json

output_file = open('chicago_yelp_reviews.json', 'w', encoding='utf-8')

for dic in list__business_reviews_documents:
    json.dump(dic, output_file) 
    output_file.write("\n")
    
output_file.close()

Geocoder API key -

• In order get the complete address that has community area name , you need to use Geocoder API and do reverse lookup on lat/lng. That is use latitude/logitude to cross-reference Address/Zip-Code/Community Area
• You need to have a Google Developer account to use Geocoder API key in order to do reverse lookup on lat/lng
• Create Google Developer Account and get your geocoder.ApiKey from the following URL:

https://developers.google.com/maps/documentation/geocoding/get-api-key

• Add your geocoder.ApiKey = "ADD-YOUR-API-KEY-HERE"
• Use the latitude and longitude in geocoder.GeocodingReverse to find the zip-code
• Docuemntation about the Geocoder here: (https://geocoder.readthedocs.io/providers/Google.html#geocoding)

---

Geocoder API Key -

• To obtain the complete address, including the community area name, you need to use the Geocoder API for reverse lookup based on latitude and longitude. This means using latitude and longitude to cross-reference the Address, Zip Code, and Community Area.
• A Google Developer account is required to use the Geocoder API key for reverse lookup on latitude and longitude.
• Create a Google Developer Account and obtain your geocoder.ApiKey from the following URL: https://developers.google.com/maps/documentation/geocoding/get-api-key
• Add your geocoder.ApiKey = "ADD-YOUR-API-KEY-HERE".
• Use the latitude and longitude in geocoder.GeocodingReverse to find the zip code.
• Documentation about the Geocoder can be found here: https://geocoder.readthedocs.io/providers/Google.html#geocoding

Important Warning:

• Please be aware that while Google offers a free tier for its Geocoder API, charges may apply if you exceed the free usage limit. Google requires credit card information even for the free trial. Ensure you monitor your usage to avoid unexpected charges.

---

Installing the Geocoder Package

In the given code snippet, we're using a method to install the geocoder package directly within our Jupyter Notebook. This is particularly useful for ensuring that the package is installed to the correct Python environment associated with the notebook's kernel.

!{sys.executable} -m pip install geocoder

!pip install geocoder

Requirement already satisfied: geocoder in c:\anaconda\lib\site-packages (1.38.1)
Requirement already satisfied: click in c:\anaconda\lib\site-packages (from geocoder) (8.1.7)
Requirement already satisfied: future in c:\anaconda\lib\site-packages (from geocoder) (0.18.3)
Requirement already satisfied: ratelim in c:\anaconda\lib\site-packages (from geocoder) (0.1.6)
Requirement already satisfied: requests in c:\anaconda\lib\site-packages (from geocoder) (2.31.0)
Requirement already satisfied: six in c:\anaconda\lib\site-packages (from geocoder) (1.16.0)
Requirement already satisfied: colorama in c:\anaconda\lib\site-packages (from click->geocoder) (0.4.6)
Requirement already satisfied: decorator in c:\anaconda\lib\site-packages (from ratelim->geocoder) (5.1.1)
Requirement already satisfied: charset-normalizer<4,>=2 in c:\anaconda\lib\site-packages (from requests->geocoder) (2.0.4)
Requirement already satisfied: idna<4,>=2.5 in c:\anaconda\lib\site-packages (from requests->geocoder) (3.4)
Requirement already satisfied: urllib3<3,>=1.21.1 in c:\anaconda\lib\site-packages (from requests->geocoder) (2.0.7)
Requirement already satisfied: certifi>=2017.4.17 in c:\anaconda\lib\site-packages (from requests->geocoder) (2024.2.2)

IMPORTANT Note

Community Area Name vs. Neighborhood Name:

• City of Chicago acknowledges the presence of Neighborhood names but they do NOT use them for official business
• City of Chicago uses Community Area Names and Numbers for doing business
• Google Geocoder uses Neighborhood Name type to represent Community Area Name

See below an example

---

Use the EdgeDB Graphical User Interface (GUI) to Trace Your Progress -

Having initialized an EdgeDB instance and project, we should be able to trace our progress in populating that database. A good way to do this is to open the EdgeDB GUI and refer to it as we do our work with this Python script, gathering restaurant review data from Yelp and geocoding street addresses with the help of Google.

From the working project directory enter this command: - edgedb ui

Before we populate the database, we will see that there are 10 object types but a count of zero objects. The schema has been defined, but there are no data in the database.

---

# Sample code snippet to show you how you can do Geocoder Reverse Lookup

import geocoder
import requests
import json


geocoder.ApiKey = "AIzaSyBwrgTmT4n7R8NtLW0fhOzAeVtKigdmRBw" 



# Sanity test your API Key for Girdano'S Pizza on Rush street in downtown; it should show you Chicago Loop Neighborhood
# something like this:
# " .... {'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, .... "

latitude_str = str(41.8840343)
longitude_str = str(-87.628081)


url = 'https://maps.googleapis.com/maps/api/geocode/json?latlng='+latitude_str+','+longitude_str+'&key='+geocoder.ApiKey
response = requests.get(url).json()

print(response)
for item in response['results']:
    pprint(item)
    

{'plus_code': {'compound_code': 'V9MC+JQ7 Chicago, IL, USA', 'global_code': '86HJV9MC+JQ7'}, 'results': [{'address_components': [{'long_name': 'Washington', 'short_name': 'Washington', 'types': ['establishment', 'point_of_interest', 'subway_station', 'transit_station']}, {'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}, {'long_name': '60602', 'short_name': '60602', 'types': ['postal_code']}], 'formatted_address': 'Washington, Chicago, IL 60602, USA', 'geometry': {'location': {'lat': 41.88372690000001, 'lng': -87.6292991}, 'location_type': 'GEOMETRIC_CENTER', 'viewport': {'northeast': {'lat': 41.88507588029151, 'lng': -87.62795011970849}, 'southwest': {'lat': 41.88237791970851, 'lng': -87.6306480802915}}}, 'place_id': 'ChIJGcCq3rosDogRs8hcPQ3XlUc', 'plus_code': {'compound_code': 'V9MC+F7 Chicago, IL, USA', 'global_code': '86HJV9MC+F7'}, 'types': ['establishment', 'point_of_interest', 'subway_station', 'transit_station']}, {'address_components': [{'long_name': '128', 'short_name': '128', 'types': ['street_number']}, {'long_name': 'North State Street', 'short_name': 'N State St', 'types': ['route']}, {'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}, {'long_name': '60602', 'short_name': '60602', 'types': ['postal_code']}, {'long_name': '1610', 'short_name': '1610', 'types': ['postal_code_suffix']}], 'formatted_address': '128 N State St, Chicago, IL 60602, USA', 'geometry': {'location': {'lat': 41.8841083, 'lng': -87.6280446}, 'location_type': 'ROOFTOP', 'viewport': {'northeast': {'lat': 41.8854572802915, 'lng': -87.62669561970849}, 'southwest': {'lat': 41.8827593197085, 'lng': -87.6293935802915}}}, 'place_id': 'ChIJgxYlSKUsDogR6ycUpsPJJWQ', 'plus_code': {'compound_code': 'V9MC+JQ Chicago, IL, USA', 'global_code': '86HJV9MC+JQ'}, 'types': ['street_address']}, {'address_components': [{'long_name': '108', 'short_name': '108', 'types': ['street_number']}, {'long_name': 'North State Street', 'short_name': 'N State St', 'types': ['route']}, {'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}, {'long_name': '60602', 'short_name': '60602', 'types': ['postal_code']}], 'formatted_address': '108 N State St, Chicago, IL 60602, USA', 'geometry': {'location': {'lat': 41.8841057, 'lng': -87.62812040000001}, 'location_type': 'ROOFTOP', 'viewport': {'northeast': {'lat': 41.8854546802915, 'lng': -87.62677141970852}, 'southwest': {'lat': 41.8827567197085, 'lng': -87.62946938029152}}}, 'place_id': 'ChIJsaZzLqUsDogRySpDYhrPm6I', 'plus_code': {'compound_code': 'V9MC+JQ Chicago, IL, USA', 'global_code': '86HJV9MC+JQ'}, 'types': ['bakery', 'establishment', 'food', 'point_of_interest', 'restaurant', 'store']}, {'address_components': [{'long_name': '122', 'short_name': '122', 'types': ['street_number']}, {'long_name': 'North State Street', 'short_name': 'N State St', 'types': ['route']}, {'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}, {'long_name': '60602', 'short_name': '60602', 'types': ['postal_code']}, {'long_name': '1610', 'short_name': '1610', 'types': ['postal_code_suffix']}], 'formatted_address': '122 N State St, Chicago, IL 60602, USA', 'geometry': {'location': {'lat': 41.884044, 'lng': -87.62787890000001}, 'location_type': 'RANGE_INTERPOLATED', 'viewport': {'northeast': {'lat': 41.88539298029149, 'lng': -87.62652991970852}, 'southwest': {'lat': 41.88269501970849, 'lng': -87.62922788029152}}}, 'place_id': 'EiYxMjIgTiBTdGF0ZSBTdCwgQ2hpY2FnbywgSUwgNjA2MDIsIFVTQSIaEhgKFAoSCR0BB0ilLA6IEce8Wheg4ssXEHo', 'types': ['street_address']}, {'address_components': [{'long_name': 'V9MC+JQ', 'short_name': 'V9MC+JQ', 'types': ['plus_code']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}], 'formatted_address': 'V9MC+JQ Chicago, IL, USA', 'geometry': {'bounds': {'northeast': {'lat': 41.884125, 'lng': -87.628}, 'southwest': {'lat': 41.884, 'lng': -87.628125}}, 'location': {'lat': 41.8840343, 'lng': -87.62808100000001}, 'location_type': 'GEOMETRIC_CENTER', 'viewport': {'northeast': {'lat': 41.88541148029149, 'lng': -87.6267135197085}, 'southwest': {'lat': 41.8827135197085, 'lng': -87.62941148029151}}}, 'place_id': 'GhIJaYUzCSjxREARTI-mejLoVcA', 'plus_code': {'compound_code': 'V9MC+JQ Chicago, IL, USA', 'global_code': '86HJV9MC+JQ'}, 'types': ['plus_code']}, {'address_components': [{'long_name': '111-139', 'short_name': '111-139', 'types': ['street_number']}, {'long_name': 'North State Street', 'short_name': 'N State St', 'types': ['route']}, {'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}, {'long_name': '60602', 'short_name': '60602', 'types': ['postal_code']}], 'formatted_address': '111-139 N State St, Chicago, IL 60602, USA', 'geometry': {'bounds': {'northeast': {'lat': 41.8842709, 'lng': -87.6278717}, 'southwest': {'lat': 41.8838866, 'lng': -87.62788929999999}}, 'location': {'lat': 41.8840788, 'lng': -87.62788049999999}, 'location_type': 'GEOMETRIC_CENTER', 'viewport': {'northeast': {'lat': 41.8854277302915, 'lng': -87.6265315197085}, 'southwest': {'lat': 41.8827297697085, 'lng': -87.6292294802915}}}, 'place_id': 'ChIJHQEHSKUsDogRxrxaF6Diyxc', 'types': ['route']}, {'address_components': [{'long_name': '60602', 'short_name': '60602', 'types': ['postal_code']}, {'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}], 'formatted_address': 'Chicago, IL 60602, USA', 'geometry': {'bounds': {'northeast': {'lat': 41.884498, 'lng': -87.62237499999999}, 'southwest': {'lat': 41.8807429, 'lng': -87.633895}}, 'location': {'lat': 41.8834728, 'lng': -87.6291268}, 'location_type': 'APPROXIMATE', 'viewport': {'northeast': {'lat': 41.884498, 'lng': -87.62237499999999}, 'southwest': {'lat': 41.8807429, 'lng': -87.633895}}}, 'place_id': 'ChIJ307oIaUsDogRWf3qK-FS2uw', 'types': ['postal_code']}, {'address_components': [{'long_name': 'Chicago Loop', 'short_name': 'Chicago Loop', 'types': ['neighborhood', 'political']}, {'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}], 'formatted_address': 'Chicago Loop, Chicago, IL, USA', 'geometry': {'bounds': {'northeast': {'lat': 41.8906303, 'lng': -87.6024557}, 'southwest': {'lat': 41.8673146, 'lng': -87.638289}}, 'location': {'lat': 41.8786351, 'lng': -87.6250549}, 'location_type': 'APPROXIMATE', 'viewport': {'northeast': {'lat': 41.8906303, 'lng': -87.6024557}, 'southwest': {'lat': 41.8673146, 'lng': -87.638289}}}, 'place_id': 'ChIJH4ylJLssDogRsnTrGIEMnEY', 'types': ['neighborhood', 'political']}, {'address_components': [{'long_name': 'Chicago', 'short_name': 'Chicago', 'types': ['locality', 'political']}, {'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}], 'formatted_address': 'Chicago, IL, USA', 'geometry': {'bounds': {'northeast': {'lat': 42.023131, 'lng': -87.52366099999999}, 'southwest': {'lat': 41.6443349, 'lng': -87.9402669}}, 'location': {'lat': 41.8781136, 'lng': -87.6297982}, 'location_type': 'APPROXIMATE', 'viewport': {'northeast': {'lat': 42.023131, 'lng': -87.52366099999999}, 'southwest': {'lat': 41.6443349, 'lng': -87.9402669}}}, 'place_id': 'ChIJ7cv00DwsDogRAMDACa2m4K8', 'types': ['locality', 'political']}, {'address_components': [{'long_name': 'Cook County', 'short_name': 'Cook County', 'types': ['administrative_area_level_2', 'political']}, {'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}], 'formatted_address': 'Cook County, IL, USA', 'geometry': {'bounds': {'northeast': {'lat': 42.1542921, 'lng': -87.1111619}, 'southwest': {'lat': 41.469705, 'lng': -88.2636411}}, 'location': {'lat': 41.7376587, 'lng': -87.697554}, 'location_type': 'APPROXIMATE', 'viewport': {'northeast': {'lat': 42.1542921, 'lng': -87.1111619}, 'southwest': {'lat': 41.469705, 'lng': -88.2636411}}}, 'place_id': 'ChIJdRNDZqqxD4gRPOAOIwnX2Yo', 'types': ['administrative_area_level_2', 'political']}, {'address_components': [{'long_name': 'Illinois', 'short_name': 'IL', 'types': ['administrative_area_level_1', 'political']}, {'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}], 'formatted_address': 'Illinois, USA', 'geometry': {'bounds': {'northeast': {'lat': 42.5084809, 'lng': -87.01993499999999}, 'southwest': {'lat': 36.970298, 'lng': -91.51307899999999}}, 'location': {'lat': 40.6331249, 'lng': -89.3985283}, 'location_type': 'APPROXIMATE', 'viewport': {'northeast': {'lat': 42.5084809, 'lng': -87.01993499999999}, 'southwest': {'lat': 36.970298, 'lng': -91.51307899999999}}}, 'place_id': 'ChIJGSZubzgtC4gRVlkRZFCCFX8', 'types': ['administrative_area_level_1', 'political']}, {'address_components': [{'long_name': 'United States', 'short_name': 'US', 'types': ['country', 'political']}], 'formatted_address': 'United States', 'geometry': {'bounds': {'northeast': {'lat': 74.071038, 'lng': -66.885417}, 'southwest': {'lat': 18.7763, 'lng': 166.9999999}}, 'location': {'lat': 37.09024, 'lng': -95.712891}, 'location_type': 'APPROXIMATE', 'viewport': {'northeast': {'lat': 74.071038, 'lng': -66.885417}, 'southwest': {'lat': 18.7763, 'lng': 166.9999999}}}, 'place_id': 'ChIJCzYy5IS16lQRQrfeQ5K5Oxw', 'types': ['country', 'political']}], 'status': 'OK'}
{'address_components': [{'long_name': 'Washington',
                         'short_name': 'Washington',
                         'types': ['establishment',
                                   'point_of_interest',
                                   'subway_station',
                                   'transit_station']},
                        {'long_name': 'Chicago Loop',
                         'short_name': 'Chicago Loop',
                         'types': ['neighborhood', 'political']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']},
                        {'long_name': '60602',
                         'short_name': '60602',
                         'types': ['postal_code']}],
 'formatted_address': 'Washington, Chicago, IL 60602, USA',
 'geometry': {'location': {'lat': 41.88372690000001, 'lng': -87.6292991},
              'location_type': 'GEOMETRIC_CENTER',
              'viewport': {'northeast': {'lat': 41.88507588029151,
                                         'lng': -87.62795011970849},
                           'southwest': {'lat': 41.88237791970851,
                                         'lng': -87.6306480802915}}},
 'place_id': 'ChIJGcCq3rosDogRs8hcPQ3XlUc',
 'plus_code': {'compound_code': 'V9MC+F7 Chicago, IL, USA',
               'global_code': '86HJV9MC+F7'},
 'types': ['establishment',
           'point_of_interest',
           'subway_station',
           'transit_station']}
{'address_components': [{'long_name': '128',
                         'short_name': '128',
                         'types': ['street_number']},
                        {'long_name': 'North State Street',
                         'short_name': 'N State St',
                         'types': ['route']},
                        {'long_name': 'Chicago Loop',
                         'short_name': 'Chicago Loop',
                         'types': ['neighborhood', 'political']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']},
                        {'long_name': '60602',
                         'short_name': '60602',
                         'types': ['postal_code']},
                        {'long_name': '1610',
                         'short_name': '1610',
                         'types': ['postal_code_suffix']}],
 'formatted_address': '128 N State St, Chicago, IL 60602, USA',
 'geometry': {'location': {'lat': 41.8841083, 'lng': -87.6280446},
              'location_type': 'ROOFTOP',
              'viewport': {'northeast': {'lat': 41.8854572802915,
                                         'lng': -87.62669561970849},
                           'southwest': {'lat': 41.8827593197085,
                                         'lng': -87.6293935802915}}},
 'place_id': 'ChIJgxYlSKUsDogR6ycUpsPJJWQ',
 'plus_code': {'compound_code': 'V9MC+JQ Chicago, IL, USA',
               'global_code': '86HJV9MC+JQ'},
 'types': ['street_address']}
{'address_components': [{'long_name': '108',
                         'short_name': '108',
                         'types': ['street_number']},
                        {'long_name': 'North State Street',
                         'short_name': 'N State St',
                         'types': ['route']},
                        {'long_name': 'Chicago Loop',
                         'short_name': 'Chicago Loop',
                         'types': ['neighborhood', 'political']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']},
                        {'long_name': '60602',
                         'short_name': '60602',
                         'types': ['postal_code']}],
 'formatted_address': '108 N State St, Chicago, IL 60602, USA',
 'geometry': {'location': {'lat': 41.8841057, 'lng': -87.62812040000001},
              'location_type': 'ROOFTOP',
              'viewport': {'northeast': {'lat': 41.8854546802915,
                                         'lng': -87.62677141970852},
                           'southwest': {'lat': 41.8827567197085,
                                         'lng': -87.62946938029152}}},
 'place_id': 'ChIJsaZzLqUsDogRySpDYhrPm6I',
 'plus_code': {'compound_code': 'V9MC+JQ Chicago, IL, USA',
               'global_code': '86HJV9MC+JQ'},
 'types': ['bakery',
           'establishment',
           'food',
           'point_of_interest',
           'restaurant',
           'store']}
{'address_components': [{'long_name': '122',
                         'short_name': '122',
                         'types': ['street_number']},
                        {'long_name': 'North State Street',
                         'short_name': 'N State St',
                         'types': ['route']},
                        {'long_name': 'Chicago Loop',
                         'short_name': 'Chicago Loop',
                         'types': ['neighborhood', 'political']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']},
                        {'long_name': '60602',
                         'short_name': '60602',
                         'types': ['postal_code']},
                        {'long_name': '1610',
                         'short_name': '1610',
                         'types': ['postal_code_suffix']}],
 'formatted_address': '122 N State St, Chicago, IL 60602, USA',
 'geometry': {'location': {'lat': 41.884044, 'lng': -87.62787890000001},
              'location_type': 'RANGE_INTERPOLATED',
              'viewport': {'northeast': {'lat': 41.88539298029149,
                                         'lng': -87.62652991970852},
                           'southwest': {'lat': 41.88269501970849,
                                         'lng': -87.62922788029152}}},
 'place_id': 'EiYxMjIgTiBTdGF0ZSBTdCwgQ2hpY2FnbywgSUwgNjA2MDIsIFVTQSIaEhgKFAoSCR0BB0ilLA6IEce8Wheg4ssXEHo',
 'types': ['street_address']}
{'address_components': [{'long_name': 'V9MC+JQ',
                         'short_name': 'V9MC+JQ',
                         'types': ['plus_code']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']}],
 'formatted_address': 'V9MC+JQ Chicago, IL, USA',
 'geometry': {'bounds': {'northeast': {'lat': 41.884125, 'lng': -87.628},
                         'southwest': {'lat': 41.884, 'lng': -87.628125}},
              'location': {'lat': 41.8840343, 'lng': -87.62808100000001},
              'location_type': 'GEOMETRIC_CENTER',
              'viewport': {'northeast': {'lat': 41.88541148029149,
                                         'lng': -87.6267135197085},
                           'southwest': {'lat': 41.8827135197085,
                                         'lng': -87.62941148029151}}},
 'place_id': 'GhIJaYUzCSjxREARTI-mejLoVcA',
 'plus_code': {'compound_code': 'V9MC+JQ Chicago, IL, USA',
               'global_code': '86HJV9MC+JQ'},
 'types': ['plus_code']}
{'address_components': [{'long_name': '111-139',
                         'short_name': '111-139',
                         'types': ['street_number']},
                        {'long_name': 'North State Street',
                         'short_name': 'N State St',
                         'types': ['route']},
                        {'long_name': 'Chicago Loop',
                         'short_name': 'Chicago Loop',
                         'types': ['neighborhood', 'political']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']},
                        {'long_name': '60602',
                         'short_name': '60602',
                         'types': ['postal_code']}],
 'formatted_address': '111-139 N State St, Chicago, IL 60602, USA',
 'geometry': {'bounds': {'northeast': {'lat': 41.8842709, 'lng': -87.6278717},
                         'southwest': {'lat': 41.8838866,
                                       'lng': -87.62788929999999}},
              'location': {'lat': 41.8840788, 'lng': -87.62788049999999},
              'location_type': 'GEOMETRIC_CENTER',
              'viewport': {'northeast': {'lat': 41.8854277302915,
                                         'lng': -87.6265315197085},
                           'southwest': {'lat': 41.8827297697085,
                                         'lng': -87.6292294802915}}},
 'place_id': 'ChIJHQEHSKUsDogRxrxaF6Diyxc',
 'types': ['route']}
{'address_components': [{'long_name': '60602',
                         'short_name': '60602',
                         'types': ['postal_code']},
                        {'long_name': 'Chicago Loop',
                         'short_name': 'Chicago Loop',
                         'types': ['neighborhood', 'political']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']}],
 'formatted_address': 'Chicago, IL 60602, USA',
 'geometry': {'bounds': {'northeast': {'lat': 41.884498,
                                       'lng': -87.62237499999999},
                         'southwest': {'lat': 41.8807429, 'lng': -87.633895}},
              'location': {'lat': 41.8834728, 'lng': -87.6291268},
              'location_type': 'APPROXIMATE',
              'viewport': {'northeast': {'lat': 41.884498,
                                         'lng': -87.62237499999999},
                           'southwest': {'lat': 41.8807429,
                                         'lng': -87.633895}}},
 'place_id': 'ChIJ307oIaUsDogRWf3qK-FS2uw',
 'types': ['postal_code']}
{'address_components': [{'long_name': 'Chicago Loop',
                         'short_name': 'Chicago Loop',
                         'types': ['neighborhood', 'political']},
                        {'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']}],
 'formatted_address': 'Chicago Loop, Chicago, IL, USA',
 'geometry': {'bounds': {'northeast': {'lat': 41.8906303, 'lng': -87.6024557},
                         'southwest': {'lat': 41.8673146, 'lng': -87.638289}},
              'location': {'lat': 41.8786351, 'lng': -87.6250549},
              'location_type': 'APPROXIMATE',
              'viewport': {'northeast': {'lat': 41.8906303, 'lng': -87.6024557},
                           'southwest': {'lat': 41.8673146,
                                         'lng': -87.638289}}},
 'place_id': 'ChIJH4ylJLssDogRsnTrGIEMnEY',
 'types': ['neighborhood', 'political']}
{'address_components': [{'long_name': 'Chicago',
                         'short_name': 'Chicago',
                         'types': ['locality', 'political']},
                        {'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']}],
 'formatted_address': 'Chicago, IL, USA',
 'geometry': {'bounds': {'northeast': {'lat': 42.023131,
                                       'lng': -87.52366099999999},
                         'southwest': {'lat': 41.6443349, 'lng': -87.9402669}},
              'location': {'lat': 41.8781136, 'lng': -87.6297982},
              'location_type': 'APPROXIMATE',
              'viewport': {'northeast': {'lat': 42.023131,
                                         'lng': -87.52366099999999},
                           'southwest': {'lat': 41.6443349,
                                         'lng': -87.9402669}}},
 'place_id': 'ChIJ7cv00DwsDogRAMDACa2m4K8',
 'types': ['locality', 'political']}
{'address_components': [{'long_name': 'Cook County',
                         'short_name': 'Cook County',
                         'types': ['administrative_area_level_2', 'political']},
                        {'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']}],
 'formatted_address': 'Cook County, IL, USA',
 'geometry': {'bounds': {'northeast': {'lat': 42.1542921, 'lng': -87.1111619},
                         'southwest': {'lat': 41.469705, 'lng': -88.2636411}},
              'location': {'lat': 41.7376587, 'lng': -87.697554},
              'location_type': 'APPROXIMATE',
              'viewport': {'northeast': {'lat': 42.1542921, 'lng': -87.1111619},
                           'southwest': {'lat': 41.469705,
                                         'lng': -88.2636411}}},
 'place_id': 'ChIJdRNDZqqxD4gRPOAOIwnX2Yo',
 'types': ['administrative_area_level_2', 'political']}
{'address_components': [{'long_name': 'Illinois',
                         'short_name': 'IL',
                         'types': ['administrative_area_level_1', 'political']},
                        {'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']}],
 'formatted_address': 'Illinois, USA',
 'geometry': {'bounds': {'northeast': {'lat': 42.5084809,
                                       'lng': -87.01993499999999},
                         'southwest': {'lat': 36.970298,
                                       'lng': -91.51307899999999}},
              'location': {'lat': 40.6331249, 'lng': -89.3985283},
              'location_type': 'APPROXIMATE',
              'viewport': {'northeast': {'lat': 42.5084809,
                                         'lng': -87.01993499999999},
                           'southwest': {'lat': 36.970298,
                                         'lng': -91.51307899999999}}},
 'place_id': 'ChIJGSZubzgtC4gRVlkRZFCCFX8',
 'types': ['administrative_area_level_1', 'political']}
{'address_components': [{'long_name': 'United States',
                         'short_name': 'US',
                         'types': ['country', 'political']}],
 'formatted_address': 'United States',
 'geometry': {'bounds': {'northeast': {'lat': 74.071038, 'lng': -66.885417},
                         'southwest': {'lat': 18.7763, 'lng': 166.9999999}},
              'location': {'lat': 37.09024, 'lng': -95.712891},
              'location_type': 'APPROXIMATE',
              'viewport': {'northeast': {'lat': 74.071038, 'lng': -66.885417},
                           'southwest': {'lat': 18.7763, 'lng': 166.9999999}}},
 'place_id': 'ChIJCzYy5IS16lQRQrfeQ5K5Oxw',
 'types': ['country', 'political']}

Use EdgeDB to create the object graph relational database for Yelp Reviews for Chicago Businesses

You need to store the Businesses and their Reviews considering the data model listed above. We don't have access to Yelp endpoint for users, but we do have Yelp endpoints Businesses and their Reviews

Here is the link for the API documentation:

• https://docs.developer.yelp.com/reference/v3_business_search

---

---

Requirements Specification:

---

!pip install edgedb

Requirement already satisfied: edgedb in c:\anaconda\lib\site-packages (1.9.0)
Requirement already satisfied: certifi>=2021.5.30 in c:\anaconda\lib\site-packages (from edgedb) (2024.2.2)

import edgedb

Requirement 1:

• Create a Graph-Relational Data Model for Yelp Businesses/Reviews using EdgeDB.
• Insert the YELP REVIEW objects into the EdgeDB database.

Consider the following code snippet for your schema:

edgedb
module default {
    type Country {
        property name -> str;
        multi link has_states := .<in_country[is State];
        constraint exclusive on (.name);
    }

    type State {
        property name -> str;
        link in_country -> Country;
        multi link has_cities := .<in_state[is City];
        constraint exclusive on ((.name, .in_country));
    }

    type City {
        property name -> str;
        link in_state -> State;
        multi link has_communityAreas := .<in_city[is CommunityArea];
        multi link has_zipCodes := .<in_city[is ZipCode];
        constraint exclusive on ((.name, .in_state));
    }

    type CommunityArea {
        property name -> str;
        link in_city -> City;
        link has_zipcodes := .<in_communityArea[is ZipCode];
        multi link has_businesses := .<in_communityArea[is Business];
        constraint exclusive on ((.name, .in_city));
    }

    type ZipCode {
        property digits -> str;
        link in_city -> City;
        multi link in_communityArea -> CommunityArea;
        multi link has_streetAddresses := .<in_zipcode[is StreetAddress];
        constraint exclusive on (.digits);
    }

    type StreetAddress {
        property address1 -> str;
        property address2 -> str;
        property address3 -> str;
        link in_zipcode -> ZipCode;
        property coordinates -> tuple<latitude: float32, longitude: float32>;
        link has_business := .<has_address[is Business];
        constraint exclusive on (.coordinates);
    }

    type Business {
        property ID -> str;
        property name -> str;
        property alias -> str;
        property rating -> float32;
        property review_count -> int32;
        link in_communityArea -> CommunityArea;
        property coordinates -> tuple<latitude: float32, longitude: float32>;
        link has_address -> StreetAddress;
        multi link in_category -> Category;
        multi link has_reviews := .<reviews_business[is Review];
        constraint exclusive on (.ID);
    }

    type Category {
        property name -> str;
        link has_business := .<in_category[is Business];
        constraint exclusive on (.name);
    }

    type Review {
        property review -> str;
        property rating -> float32;
        link reviews_business -> Business;
        link written_by -> User;
    }

    type User {
        property name -> str;
        multi link reviews := .<written_by[is Review];
        constraint exclusive on (.name);
    }
}

client = edgedb.create_client()

# Consider the following code snippet

# for review in final__list_business_reviews_documents:
# INSERT BusinessReviewsObject ...
count = 0
IDs = []
chicago_community_areas = ["Rogers Park", "West Ridge", "Uptown", "Lincoln Square", "North Center", "Lake View", "Lincoln Park", "Chicago", "Near North Side", "Edison Park", "Norwood Park", "Jefferson Park", "Forest Glen", "North Park", "Albany Park", "Portage Park", "Irving Park", "Dunning", "Montclare", "Belmont Cragin", "Hermosa", "Avondale", "Logan Square", "Humboldt Park", "West Town", "Austin", "West Garfield Park", "East Garfield Park", "Near West Side", "North Lawndale", "South Lawndale", "Lower West Side", "The Loop", "Loop", "Near South Side", "Armour Square", "Douglas", "Oakland", "Fuller Park", "Grand Boulevard", "Kenwood", "Washington Park", "Hyde Park", "Woodlawn", "South Shore", "Chatham", "Avalon Park", "South Chicago", "Burnside", "Calumet Heights", "Roseland", "Pullman", "South Deering", "East Side", "West Pullman", "Riverdale", "Hegewisch", "Garfield Ridge", "Archer Heights", "Brighton Park", "McKinley Park", "Bridgeport", "New City", "West Elsdon", "Gage Park", "Clearing", "West Lawn", "Chicago Lawn", "West Englewood", "Englewood", "Greater Grand Crossing", "Ashburn", "Auburn Gresham", "Beverly", "Washington Heights", "Mount Greenwood", "Morgan Park", "O'Hare", "Edgewater"]
for review in list__business_reviews_documents:
    if review['id'] in IDs:
        continue
    IDs.append(review['id'])
    count += 1
    if count % 49 == 0:
        time.sleep(1)
        
    community_area = 'Chicago'
    categories = []
    if review['source']['coordinates']['latitude'] != None and review['source']['coordinates']['longitude'] != None:
        coordinates = (review['source']['coordinates']['latitude'], review['source']['coordinates']['longitude'])
    else:
        continue
    url = 'https://maps.googleapis.com/maps/api/geocode/json?latlng='+str(review['source']['coordinates']['latitude'])+','+str(review['source']['coordinates']['longitude'])+'&key='+geocoder.ApiKey
    response = requests.get(url, verify=False).json()

    if response['results']:
        if response['results'][0] != None:
            for item in response['results'][0]['address_components']:
                if 'neighborhood' in item['types'] and item['long_name'] in chicago_community_areas:
                    community_area = item['long_name']
    
    if review['source']['location']['address1'] != '':
        for category in review['source']['categories']:
            if category['title'] not in categories:
                categories.append(category['title'])
            client.query("""
                INSERT Category {
                    name := <str>$name
                } unless conflict on .name
            """, name=category['title'])

        client.query("""
            INSERT Country {
                name := <str>$name
            } unless conflict on .name
        """, name=review['source']['location']['country'])

        client.query("""
            INSERT State {
                name := <str>$name,
                in_country := (
                    select Country
                    filter
                        .name = <str>$country_name
                    limit 1
                )
            } unless conflict on (.name, .in_country)
        """, name=review['source']['location']['state'], country_name=review['source']['location']['country'])

        client.query("""
            INSERT City {
                name := <str>$name,
                in_state := (
                    select State
                    filter
                        .name = <str>$state_name
                    limit 1
                )
            } unless conflict on (.name, .in_state)
        """, name=review['source']['location']['city'], state_name=review['source']['location']['state'])

        client.query("""
            INSERT CommunityArea {
                name := <str>$name,
                in_city := (
                    select City
                    filter
                        .name = <str>$city_name
                    limit 1
                )
            } unless conflict on (.name, .in_city)
        """, name=community_area, city_name=review['source']['location']['city'])

        client.query("""
            INSERT ZipCode {
                digits := <str>$digits,
                in_city := (
                    select City
                    filter
                        .name = <str>$city_name
                    limit 1
                ),
                in_communityArea := (
                    select CommunityArea
                    filter
                        .name = <str>$community_area_name
                    limit 1
                )
            } unless conflict on .digits else (
                update ZipCode
                  set {
                    in_communityArea += (
                        select CommunityArea
                        filter
                            .name = <str>$community_area_name
                        limit 1
                    )
                  }
                )
        """, digits=review['source']['location']['zip_code'], city_name=review['source']['location']['city'], community_area_name=community_area)

        client.query("""
            INSERT StreetAddress {
                address1 := <str>$address1,
                address2 := <str>$address2,
                address3 := <str>$address3,
                coordinates := """ + str(coordinates) + """,
                in_zipcode := (
                    select ZipCode
                    filter
                        .digits = <str>$zip_code
                    limit 1
                )
            } unless conflict on .coordinates
        """, address1=review['source']['location']['address1'] if review['source']['location']['address1'] else '', address2=review['source']['location']['address2'] if review['source']['location']['address2'] else '', address3=review['source']['location']['address3'] if review['source']['location']['address3'] else '', zip_code=review['source']['location']['zip_code'])
            
        client.query("""
            INSERT Business {
                ID := <str>$id,
                name := <str>$name,
                alias := <str>$alias,
                rating := <float32>$rating,
                review_count := <int32>$review_count,
                coordinates := """ + str(coordinates) + """,
                in_communityArea := (
                    select CommunityArea
                    filter
                        .name = <str>$community_area_name
                    limit 1
                ),
                has_address := (
                    select StreetAddress
                    filter
                        .coordinates.latitude = <float32>$latitude and .coordinates.longitude = <float32>$longitude 
                    limit 1
                ),
                in_category := (
                    select Category
                    filter
                        .name in array_unpack(<array<str>>$category_array)
                )
            } unless conflict on .ID
        """, id=review['id'], name=review['source']['name'], alias=review['source']['alias'], rating=review['source']['rating'], review_count=review['source']['review_count'], community_area_name=community_area, latitude=coordinates[0], longitude=coordinates[1], category_array=categories)

with open ('reviewsMay24.json','r') as file:
    user_reviews = json.load(file)
with open ('usersMay24.json','r') as file:
    users = [json.loads(line) for line in file]

for user in users [:5]:
    print(user['id'], user ['name'])

e0f97f98-161f-11ef-8836-47c1eaf59055 Peder N.
e10235f2-161f-11ef-8836-53d049ba985a John T.
e102b702-161f-11ef-8836-a3f0198d10b4 Ryan M.
e12b8c04-161f-11ef-8836-0f120799a72f Tricia G.
e12d598a-161f-11ef-8836-c3df8a6c15c1 Relena M.

for user in users:
    client.query("""
    INSERT User {
        name:= <str>$name
        } unless conflict on .name
        """, name=user['name'])

for review in user_reviews [:5]:
    print(review['review'], review['written_by'], review['business_id'])

Incredible food, attentive service, and absolutely wonderful ambience with no television! This is my number one restaurant from here on out. 

Absolutely... Peder N. PdbRfCs6fHZacu6L_5oHnA
Went there last night with a group of 6 people and was blown away. Loved everything about it.

Food was outstanding. For apps we had the chicken liver... John T. PdbRfCs6fHZacu6L_5oHnA
The food here is outstanding. It's a fun vibe too and was busy but not packed on a Saturday night. We came here last night with friends and amongst us... Ryan M. PdbRfCs6fHZacu6L_5oHnA
Nice spot to grab some quick vegan bites. Friendly service. The spot next door has wine to go. Grab and go find a table by the water. Perfect! Tricia G. qEelIw90gAc0szgBAQK7UA
Stopped here to try a (and my first) Chicago dog!! It was nicely crafted and tasted delicious! Relena M. qEelIw90gAc0szgBAQK7UA

Now is a good time to check the EdgeDB GUI (EdgeDB UI). You should notice that the object count is no longer zero.

For the remaining assignment requirements, we will use the Python EdgeDB client to execute EdgeQL commands. Afterward, we can verify our work by comparing the results with those from the EdgeDB UI.

Requirement 2:

• Write and execute an EdgeQL/Python code to retrieve all businesses with 5 stars from Yelp Graph-Relational Data Model you created in Requirement 1

• Compute the time it takes to execute this requirement with the Python EdgeQL client

client = edgedb.create_client()

time_start = time.time()


# Consider the following code snippet

reviews_with_rating_5 = client.query('SELECT Business {name, rating} FILTER .rating = <float32>$rating', rating = 5)

# Stop the timer
end_time = time.time()

# Calculate the elapsed time
elapsed_time = end_time - start_time

# Print the time needed to execute the requirement
print(f'\n\n\t\t Total Execution Time: {elapsed_time:.2f} seconds \n\n')

# Print the names of businesses with a rating of 5
for review in reviews_with_rating_5:
    print("Business Name:", review.name)
    print("Rating:", review.rating)

# Close the EdgeDB client connection
client.close()

		 Total Execution Time: 400.99 seconds 


Business Name: Poison Lips Band
Rating: 5.0
Business Name: Auntie Anne's
Rating: 5.0
Business Name: Broadway In Chicago In Millennium Park
Rating: 5.0
Business Name: Fare | Revival Food Hall
Rating: 5.0
Business Name: Porter's Steakhouse
Rating: 5.0
Business Name: Dos Bros
Rating: 5.0
Business Name: Farmer's Fridge
Rating: 5.0
Business Name: Brews & Bites
Rating: 5.0
Business Name: The Member Bar at Terzo Piano
Rating: 5.0
Business Name: Chick-fil-A
Rating: 5.0
Business Name: Wolverine Trading Kitchen
Rating: 5.0
Business Name: La Bodega
Rating: 5.0
Business Name: Soul Full Chicago
Rating: 5.0
Business Name: Fiesta Tamaleria Del Barrio
Rating: 5.0
Business Name: Expat Chicago
Rating: 5.0
Business Name: pig & fire
Rating: 5.0
Business Name: Holy Smoques BBQ
Rating: 5.0
Business Name: Cook It Mama Cafe
Rating: 5.0
Business Name: De Luna Taco Grill
Rating: 5.0
Business Name: The Gilty Pig
Rating: 5.0
Business Name: Runaway Cow
Rating: 5.0
Business Name: Dope Drip Cafe
Rating: 5.0
Business Name: BULSHO restaurant
Rating: 5.0
Business Name: Jersey Mike's Subs
Rating: 5.0
Business Name: Masala Pizza Company
Rating: 5.0
Business Name: Chickpea
Rating: 5.0
Business Name: Kitchen Keto
Rating: 5.0
Business Name: Baba Pita
Rating: 5.0
Business Name: Cuisines by Sammy
Rating: 5.0
Business Name: Thimi's Empanadas
Rating: 5.0
Business Name: Desi Chops
Rating: 5.0
Business Name: Lakeview Smoke Shop
Rating: 5.0
Business Name: Thirsty Improv at the Apollo
Rating: 5.0
Business Name: Taqueria Ofrenda
Rating: 5.0
Business Name: Bagels Time
Rating: 5.0
Business Name: The Good Eating Company
Rating: 5.0
Business Name: The Choir of Man Chicago
Rating: 5.0

Requirement 3:

• Write and execute an EdgeQL/Python code to retrieve all businesses that offer Chicago Pizza Style in Zip-Code 60601 from Yelp Graph-Relational Data Model you created in Requirement 1

• Compute the time it takes to execute this requirement with the Python EdgeQL client

Note: If you don't get "Pizza" results for zip-code 60601, try any of the following zip codes(60602, 60603, 60604, 60605, 60606)

# Write your code here

client = edgedb.create_client()

start_time = time.time()

query = """
        SELECT Business {name}
        FILTER Business.in_communityArea.has_zipcodes.digits = '60601'
        AND Business.in_category.name LIKE '%Pizza%' ;
        """

chicago_pizza_60601 = client.query(query)

end_time = time.time()


elapsed_time = end_time - start_time


print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in chicago_pizza_60601:
    print(review.name)


client.close()

		 Total Execution Time:  0.11 seconds 


Fontano's Subs and Pizzeria
Five Squared Pizza
Paisans Pizzeria

Requirement 4:

• Write and execute EdgeQL/Python code to retrieve the top 5 businesses with the highest number of reviews that offer Chicago Hot Dogs in Zip Code 60601, using the Yelp Graph-Relational Data Model you created in Requirement 1.

• Measure the execution time of this requirement using the Python EdgeQL client.

Note: If you don't get "Hot Dogs" results for zip-code 60601, try any of the following zip codes(60602, 60603, 60604, 60605, 60606)

# Write your code here

client = edgedb.create_client()

start_time = time.time()

query = """
        SELECT Business {name, review_count}
        FILTER Business.in_communityArea.has_zipcodes.digits = '60606'
        AND Business.in_category.name LIKE '%Hot Dogs%'
        ORDER BY Business.review_count DESC 
        LIMIT 5;
        """
chicago_hotdog = client.query(query)

end_time = time.time()


elapsed_time = end_time - start_time


print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')


for review in chicago_hotdog:
    print('Name:', review.name)
    print('Review Count:', business.review_count)

client.close()

		 Total Execution Time:  0.11 seconds 


Name: Relish Chicago Hot Dogs
Review Count: 2
Name: Memo's Hot Dogs
Review Count: 2
Name: Kong Dog - Chicago
Review Count: 2
Name: Brews & Bites
Review Count: 2

Requirement 5:

• Write and execute EdgeQL/Python code to display 3 review excerpts of the top 3 businesses with the highest number of reviews offering Steak in Zip Code 60601, utilizing the Yelp Graph-Relational Data Model you established in Requirement 1.

  • First, get the business IDs of the top 3 businesses with the highest number of reviews offering Steak in Zip Code 60601 from your database
  • Then call this Endpoint ( https://api.yelp.com/v3/businesses/%7Bbusiness_id_or_alias%7D/reviews ) to get the 3 review excerpts for every business.

• Measure the execution time for this requirement using the Python EdgeQL client.

client = edgedb.create_client()

start_time = time.time()

query = """
        SELECT Business {name,ID, review_count}
        FILTER Business.in_communityArea.has_zipcodes.digits = '60601'
        AND Business.in_category.name LIKE '%Steak%'
        ORDER BY Business.review_count DESC 
        LIMIT 3;
        """
chicago_steak = client.query(query)

end_time = time.time()


elapsed_time = end_time - start_time


print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')


for business in chicago_steak:
    print(f"Name: {business.name}, ID: {business.ID}, Review Count: {business.review_count}")


client.close()

		 Total Execution Time:  0.13 seconds 


Name: Prime & Provisions Steakhouse, ID: 3Q_N0K28SRJbPy2sz0QqVw, Review Count: 1585
Name: Remington's, ID: kJjbElns3_GTNIklRVbHPQ, Review Count: 833
Name: Ocean Prime, ID: A9yx4wG6VlIaVJdm40twRw, Review Count: 362

import json

time_start = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['3Q_N0K28SRJbPy2sz0QqVw']  # Replace with actual business IDs

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]


end_time = time.time()


elapsed_time = end_time - start_time


print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  0.73 seconds 


User: Sienna M.
Business ID: 3Q_N0K28SRJbPy2sz0QqVw
Rating: 5.0
Review: Prime and Provisions continues to deliver exceptional culinary experiences, solidifying its reputation as a top-tier dining destination. On our fourth...
User: NgocDiep T.
Business ID: 3Q_N0K28SRJbPy2sz0QqVw
Rating: 4.0
Review: The restaurant uses fresh ingredients, and the chef's cooking skills are very exquisite. Every dish is so delicious that I can't stop thinking about it. I...
User: Tracy L.
Business ID: 3Q_N0K28SRJbPy2sz0QqVw
Rating: 5.0
Review: Amazing! I've been wanting to come here for a while, and we finally came in during CRW. Such a great deal and worth the price. The portions were generous,...

import json

time_start = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['kJjbElns3_GTNIklRVbHPQ']  # Replace with actual business IDs

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]

end_time = time.time()


elapsed_time = end_time - start_time


print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  1.18 seconds 


User: Natalya R.
Business ID: kJjbElns3_GTNIklRVbHPQ
Rating: 5.0
Review: For the first night of my stay in Chicago, I was looking for a place to grab dinner that was within walking distance from Millennium Park and had great...
User: Nadine J.
Business ID: kJjbElns3_GTNIklRVbHPQ
Rating: 4.0
Review: Are you ready for the 411? Here we go... Are you ready for the 411? Here we go...our son's rehearsal dinner was hosted at Remington's. The servers were very...
User: alexandra k.
Business ID: kJjbElns3_GTNIklRVbHPQ
Rating: 3.0
Review: I came with friends for CRW 2024.  We had a reservation for a party of 8, and were given their "party" room of sorts, surrounded by glass but with two walls...

import json


time_start = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['A9yx4wG6VlIaVJdm40twRw']  # Replace with actual business IDs

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]

end_time = time.time()


elapsed_time = end_time - start_time


print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  1.90 seconds 


User: Asal N.
Business ID: A9yx4wG6VlIaVJdm40twRw
Rating: 5.0
Review: Super cute place with gourmet options. I had the steaks and eggs and my friend had lobster with short ribs. Eggs were over cooked in both dishes but...
User: John G.
Business ID: A9yx4wG6VlIaVJdm40twRw
Rating: 5.0
Review: Back for another delightful meal. They have a nice big space with nice design in a building I used to work in. As good as the food is the service is...
User: Erin S.
Business ID: A9yx4wG6VlIaVJdm40twRw
Rating: 1.0
Review: I was super disappointed with our experience at Ocean Prime Chicago. The best part of our experience was the valet parking! By the end of our meal it was...

Requirement 6:

• Write and execute EdgeQL/Python code to retrieve the top 5 businesses with the highest number of reviews that offer Hot Dogs in the Lincoln Park Community Area, using the Yelp Graph-Relational Data Model you created in Requirement 1.

• Measure the execution time for this requirement using the Python EdgeQL client.

#code was not pulling from lincoln park and I was not receiving any error, so I used the lincoln park zipcode which provided an output
#hope that is okay

#if it was working I would put the business.in_communityArea.name LIKE '%Lincoln Park%'

client = edgedb.create_client()

start_time = time.time()

query = """
        SELECT Business {
            name,
            review_count
        }
        FILTER 
            Business.in_communityArea.has_zipcodes.digits = '60614' 
            AND Business.in_category.name LIKE '%Hot Dogs%'
        ORDER BY 
            Business.review_count DESC 
        LIMIT 5;
        """

chicago_hotdog = client.query(query)

end_time = time.time()
elapsed_time = end_time - start_time

print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for business in chicago_hotdog:
    print(f"Name: {business.name}, Review Count: {business.review_count}")

client.close()

		 Total Execution Time:  0.09 seconds 


Name: Relish Chicago Hot Dogs, Review Count: 69
Name: Kong Dog - Chicago, Review Count: 13
Name: Brews & Bites, Review Count: 2

Requirement 7:

• Write and execute EdgeQL/Python code to display 3 reviews of the top 5 businesses with the highest number of reviews that offer Steak in the Community Area The Loop, based on the Yelp Graph-Relational Data Model you developed in Requirement 1.

  • First, get the business IDs of the top 5 businesses with the highest number of reviews ohat offer Steak in the The Loop Community Area from your database
  • Then call this Endpoint ( https://api.yelp.com/v3/businesses/%7Bbusiness_id_or_alias%7D/reviews ) to get the 3 review excerpts for every business.

• Measure the execution time for this requirement using the Python EdgeQL client.

client = edgedb.create_client()

start_time = time.time()

query = """
        SELECT Business {
            name,
            ID
        }
        FILTER 
            Business.in_communityArea.name LIKE '%Chicago%'
            AND Business.in_category.name LIKE '%Steak%'
        ORDER BY 
            Business.review_count DESC 
        LIMIT 5;
        """

chicago_steak2 = client.query(query)

end_time = time.time()
elapsed_time = end_time - start_time

print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for business in chicago_steak2:
    print(f"Name: {business.name}, ID: {business.ID}")

client.close()

		 Total Execution Time:  0.11 seconds 


Name: Prime & Provisions Steakhouse, ID: 3Q_N0K28SRJbPy2sz0QqVw
Name: Remington's, ID: kJjbElns3_GTNIklRVbHPQ
Name: Ocean Prime, ID: A9yx4wG6VlIaVJdm40twRw
Name: Standard Pho, ID: Td1ws4Hxq4w8zoqXuatojA
Name: Grill on 21, ID: iYYtlXIMl20b2i2fto-jOw

import json

start_time = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['3Q_N0K28SRJbPy2sz0QqVw']

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]

end_time = time.time()
elapsed_time = end_time - start_time

print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  0.06 seconds 


User: Sienna M.
Business ID: 3Q_N0K28SRJbPy2sz0QqVw
Rating: 5.0
Review: Prime and Provisions continues to deliver exceptional culinary experiences, solidifying its reputation as a top-tier dining destination. On our fourth...
User: NgocDiep T.
Business ID: 3Q_N0K28SRJbPy2sz0QqVw
Rating: 4.0
Review: The restaurant uses fresh ingredients, and the chef's cooking skills are very exquisite. Every dish is so delicious that I can't stop thinking about it. I...
User: Tracy L.
Business ID: 3Q_N0K28SRJbPy2sz0QqVw
Rating: 5.0
Review: Amazing! I've been wanting to come here for a while, and we finally came in during CRW. Such a great deal and worth the price. The portions were generous,...

import json

start_time = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['kJjbElns3_GTNIklRVbHPQ']

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]

end_time = time.time()
elapsed_time = end_time - start_time

print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  0.03 seconds 


User: Natalya R.
Business ID: kJjbElns3_GTNIklRVbHPQ
Rating: 5.0
Review: For the first night of my stay in Chicago, I was looking for a place to grab dinner that was within walking distance from Millennium Park and had great...
User: Nadine J.
Business ID: kJjbElns3_GTNIklRVbHPQ
Rating: 4.0
Review: Are you ready for the 411? Here we go... Are you ready for the 411? Here we go...our son's rehearsal dinner was hosted at Remington's. The servers were very...
User: alexandra k.
Business ID: kJjbElns3_GTNIklRVbHPQ
Rating: 3.0
Review: I came with friends for CRW 2024.  We had a reservation for a party of 8, and were given their "party" room of sorts, surrounded by glass but with two walls...

import json

start_time = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['A9yx4wG6VlIaVJdm40twRw']

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]


end_time = time.time()
elapsed_time = end_time - start_time

print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')


for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  0.03 seconds 


User: Asal N.
Business ID: A9yx4wG6VlIaVJdm40twRw
Rating: 5.0
Review: Super cute place with gourmet options. I had the steaks and eggs and my friend had lobster with short ribs. Eggs were over cooked in both dishes but...
User: John G.
Business ID: A9yx4wG6VlIaVJdm40twRw
Rating: 5.0
Review: Back for another delightful meal. They have a nice big space with nice design in a building I used to work in. As good as the food is the service is...
User: Erin S.
Business ID: A9yx4wG6VlIaVJdm40twRw
Rating: 1.0
Review: I was super disappointed with our experience at Ocean Prime Chicago. The best part of our experience was the valet parking! By the end of our meal it was...

import json

start_time = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['Td1ws4Hxq4w8zoqXuatojA']

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]

end_time = time.time()
elapsed_time = end_time - start_time

print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  0.20 seconds 


User: Randy S.
Business ID: Td1ws4Hxq4w8zoqXuatojA
Rating: 5.0
Review: Excellent food! I can see myself going back every week for the House Special. The spicy chicken broth was delicious.
User: Kevin Z.
Business ID: Td1ws4Hxq4w8zoqXuatojA
Rating: 2.0
Review: You would not believe how dirty this place is. I was seated on a table that has not been wiped at all from the previous guest. I ended up cleaning it myself...
User: Erin S.
Business ID: Td1ws4Hxq4w8zoqXuatojA
Rating: 3.0
Review: After reading many reviews, I decided to give Standard Pho a shot, especially because it's a Tuesday and Sunset is closed and I didn't want to drive up to...

import json

start_time = time.time()

with open('reviewsMay24.json', 'r') as file:
    reviews_data = json.load(file)

business_ids = ['iYYtlXIMl20b2i2fto-jOw' ]

filtered_reviews = [review for review in reviews_data if review['business_id'] in business_ids]

end_time = time.time()
elapsed_time = end_time - start_time

print(f'\n\n\t\t Total Execution Time:  {elapsed_time:.2f} seconds \n\n')

for review in filtered_reviews:
    print(f"User: {review['written_by']}"),
    print(f"Business ID: {review['business_id']}"),
    print(f"Rating: {review['rating']}"),
    print(f"Review: {review['review']}")

		 Total Execution Time:  0.05 seconds 


User: Leslie D.
Business ID: iYYtlXIMl20b2i2fto-jOw
Rating: 5.0
Review: I just left the Grill on 21, and I couldn't be more impressed with the level service.  From the moment I walked in, I was greeted warmly and given some of...
User: Jonathan U.
Business ID: iYYtlXIMl20b2i2fto-jOw
Rating: 5.0
Review: Went here on a friday night and this place was amazing. When we first walked in, it was quite empty at 8pm so we had some iffy thoughts but this place...
User: Amy K.
Business ID: iYYtlXIMl20b2i2fto-jOw
Rating: 5.0
Review: Elegant, entertaining, and engaging. Everything was 5 stars and above. The food first and foremost was delicious. Everything came out more than great. The...